Autonomous Geospatial AI - Supervisor & Sub-agents a planner delegates to specialist agents, then an independent validator gates the answer if ambiguous re-query index three deliverables allow deny user rights & output policy Authenticate & accessverify identity and rights Receive queryunderstand the request Clarify & refineask back if ambiguous Planner agentplans and delegates Library agentretrieves documents Web research agentapproved domains only Geospatial agentspatial database tasks Document vector storeOCR text - embeddings Web sourcesapproved domains Spatial geodatabasegeometry and attributes Read documents (OCR)papers to embeddings Compose reportmerges three deliverables Independent validatorno prompt - checks output Final answerdelivered to the user Blockedwithheld - not permitted Security Planner Documents Web Geospatial Validation Output double arrows = planner / sub-agent dialogue